perineural invasion prediction 2adaptive routing 1cholangiocarcinoma 1diffusion models 1knowledge distillation 1magnetic resonance imaging 1medical imaging 1MRI 1token routing 1transformer architectures 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Anatomy-Privileged Distillation with Token Routing for MRI-Based Prediction of Perineural Invasion
Hyunsu Go, Youngung Han, Kyeonghun Kim +15
The paper introduces a teacher‑student deep learning framework that uses anatomy‑aware token routing to predict perineural invasion from T2‑weighted MRI without needing segmentatio…
cs.CV2026
Adaptive Routing for Efficient Diffusion Transformer-Based PNI Prediction
Youngung Han, Dohyun Kweon, Kyeonghun Kim +15
The paper proposes a diffusion‑based transformer model with adaptive routing to predict perineural invasion in cholangiocarcinoma from MRI scans, achieving competitive accuracy whi…